Image Classification on ImageNette (val)
0.98AccuracyDsCo
Evaluation results
| Method | Links | |
|---|---|---|
| DsCoBackbone=ResNet-18, IPC=1300, Ratio%=100.82026.03 | 0.98 | |
| DsCoBackbone=ResNet-18, IPC=700, Ratio%=54.32026.03 | 0.979 | |
| RandomBackbone=ResNet-18, IPC=1300, Ratio%=100.82026.03 | 0.978 | |
| RandomBackbone=ResNet-18, IPC=Full2026.03 | 0.978 | |
| DsCoBackbone=ResNet-18, IPC=1000, Ratio%=77.62026.03 | 0.978 | |
| DsCoBackbone=ResNetAP-10, IPC=700, Ratio%=54.32026.03 | 0.972 | |
| DsCoBackbone=ResNetAP-10, IPC=1000, Ratio%=77.62026.03 | 0.971 | |
| DsCoBackbone=ResNetAP-10, IPC=1300, Ratio%=100.82026.03 | 0.971 | |
| RandomBackbone=ResNet-18, IPC=1000, Ratio%=77.62026.03 | 0.971 | |
| RandomBackbone=ResNet-18, IPC=700, Ratio%=54.32026.03 | 0.97 | |
| DsCoBackbone=ResNet-18, IPC=400, Ratio%=31.02026.03 | 0.969 | |
| RandomBackbone=ResNetAP-10, IPC=1300, Ratio%=100.82026.03 | 0.968 | |
| RandomBackbone=ResNetAP-10, IPC=Full2026.03 | 0.968 | |
| DsCoBackbone=ConvNet6, IPC=1300, Ratio%=100.82026.03 | 0.966 | |
| RandomBackbone=ConvNet6, IPC=1300, Ratio%=100.82026.03 | 0.965 | |
| RandomBackbone=ConvNet6, IPC=Full2026.03 | 0.965 | |
| DsCoBackbone=ConvNet6, IPC=1000, Ratio%=77.62026.03 | 0.965 | |
| RandomBackbone=ResNetAP-10, IPC=700, Ratio%=54.32026.03 | 0.965 | |
| RandomBackbone=ResNetAP-10, IPC=1000, Ratio%=77.62026.03 | 0.965 | |
| RandomBackbone=ResNet-18, IPC=400, Ratio%=31.02026.03 | 0.961 | |
| DsCoBackbone=ResNet-18, IPC=300, Ratio%=23.32026.03 | 0.961 | |
| DsCoBackbone=ResNet-18, IPC=200, Ratio%=15.52026.03 | 0.96 | |
| RandomBackbone=ConvNet6, IPC=1000, Ratio%=77.62026.03 | 0.959 | |
| DsCoBackbone=ConvNet6, IPC=700, Ratio%=54.32026.03 | 0.957 | |
| RandomBackbone=ResNet-18, IPC=300, Ratio%=23.32026.03 | 0.956 | |
| DsCoBackbone=ResNetAP-10, IPC=400, Ratio%=31.02026.03 | 0.954 | |
| RandomBackbone=ResNet-18, IPC=200, Ratio%=15.52026.03 | 0.951 | |
| RandomBackbone=ConvNet6, IPC=700, Ratio%=54.32026.03 | 0.947 | |
| DsCoBackbone=ConvNet6, IPC=400, Ratio%=31.02026.03 | 0.945 | |
| RandomBackbone=ResNetAP-10, IPC=400, Ratio%=31.02026.03 | 0.945 | |
| RandomBackbone=ResNetAP-10, IPC=300, Ratio%=23.32026.03 | 0.944 | |
| DsCoBackbone=ConvNet6, IPC=300, Ratio%=23.32026.03 | 0.942 | |
| DsCoBackbone=ConvNet6, IPC=200, Ratio%=15.52026.03 | 0.94 | |
| DsCoBackbone=ResNetAP-10, IPC=300, Ratio%=23.32026.03 | 0.94 | |
| DsCoBackbone=ResNetAP-10, IPC=200, Ratio%=15.52026.03 | 0.935 | |
| RandomBackbone=ConvNet6, IPC=400, Ratio%=31.02026.03 | 0.931 | |
| RandomBackbone=ResNetAP-10, IPC=200, Ratio%=15.52026.03 | 0.927 | |
| RandomBackbone=ConvNet6, IPC=200, Ratio%=15.52026.03 | 0.926 | |
| RandomBackbone=ConvNet6, IPC=300, Ratio%=23.32026.03 | 0.926 | |
| DGSIPC=50, Downstream architecture=ResNetAP-102026.01 | 0.768 | |
| Minimax DiffusionIPC=50, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.766 | |
| DMIPC=50, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.762 | |
| RandomIPC=50, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.761 | |
| RandomIPC=50, Downstream architecture=ResNetAP-102026.01 | 0.761 | |
| RandomIPC=50, Downstream Architecture=ResNetAP-102026.05 | 0.761 | |
| SASIPC=50, Downstream Architecture=ResNetAP-102026.05 | 0.761 | |
| MinimaxIPC=50, Downstream architecture=ResNetAP-102026.01 | 0.752 | |
| MinimaxIPC=50, Downstream Architecture=ResNetAP-102026.05 | 0.752 | |
| DiTIPC=50, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.733 | |
| DiTIPC=50, Downstream architecture=ResNetAP-102026.01 | 0.733 | |
| DiTIPC=50, Downstream Architecture=ResNetAP-102026.05 | 0.733 | |
| DGSIPC=20, Downstream architecture=ResNetAP-102026.01 | 0.669 | |
| Minimax DiffusionIPC=20, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.668 | |
| DMIPC=20, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.665 | |
| SASIPC=20, Downstream Architecture=ResNetAP-102026.05 | 0.664 | |
| MinimaxIPC=20, Downstream architecture=ResNetAP-102026.01 | 0.663 | |
| MinimaxIPC=20, Downstream Architecture=ResNetAP-102026.05 | 0.663 | |
| DiTIPC=20, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.648 | |
| DiTIPC=20, Downstream architecture=ResNetAP-102026.01 | 0.648 | |
| DiTIPC=20, Downstream Architecture=ResNetAP-102026.05 | 0.648 | |
| RandomIPC=20, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.635 | |
| RandomIPC=20, Downstream architecture=ResNetAP-102026.01 | 0.635 | |
| RandomIPC=20, Downstream Architecture=ResNetAP-102026.05 | 0.635 | |
| Minimax DiffusionIPC=10, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.62 | |
| DGSIPC=10, Downstream architecture=ResNetAP-102026.01 | 0.615 | |
| DMIPC=10, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.608 | |
| SASIPC=10, Downstream Architecture=ResNetAP-102026.05 | 0.605 | |
| MinimaxIPC=10, Downstream architecture=ResNetAP-102026.01 | 0.598 | |
| MinimaxIPC=10, Downstream Architecture=ResNetAP-102026.05 | 0.598 | |
| DiTIPC=10, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.591 | |
| DiTIPC=10, Downstream architecture=ResNetAP-102026.01 | 0.591 | |
| DiTIPC=10, Downstream Architecture=ResNetAP-102026.05 | 0.591 | |
| RandomIPC=10, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 0.542 | |
| RandomIPC=10, Downstream architecture=ResNetAP-102026.01 | 0.542 | |
| RandomIPC=10, Downstream Architecture=ResNetAP-102026.05 | 0.542 |